MODULE datamm
  USE GLOBVAR
  USE STATISTICS
  !USE INTEGRATION
  IMPLICIT NONE
  
CONTAINS
  
  SUBROUTINE datam(momin)
    IMPLICIT NONE
    REAL(8), INTENT(INOUT):: momin(:) !initial guess
    REAL(8) :: a(N_ind,n_testc)
    REAL(8) :: inter(n_ind,n_levelc,11,3),interc(n_ind,n_levelc,3)
    REAL(8),ALLOCATABLE:: AVSE(:),cor(:,:)
    INTEGER :: duc(n_ind,n_levelc),du(n_levelc),ind(N_ind,n_levelc)
    INTEGER :: i,j,k,t,m,n,l,indexc(n_testc,2), artc(n_ind,n_levelc,11),con(n_mom),mmm,tt,kk 
    
    !!!!! start to calculate data moments!!!!!
    
    !!! cognitive tasks!!!!
    indexc=0
    DO i=1,N_ind
      DO j=1,N_testc
         IF (c_test(i,j)>-90) THEN
             indexc(j,1)=indexc(j,1)+1
             IF (c_test(i,j)>0.5) indexc(j,2)=indexc(j,2)+1
         END IF
      END DO
    END DO
    
    DO i=1,N_testc
        IF (indexc(i,1)>0.5) THEN
            momin(i)=DBLE(indexc(i,2))/DBLE(indexc(i,1)) ! PASSING RATE FOR EACH Cognitive TASK
            con(i)=indexc(i,1)
        ELSE 
            momin(i)=-99
            con(i)=-99
        END IF
    END DO
    
    !!!! generate artc variables !!!!
    artc=-1
    DO i=1,N_ind
        DO j=1,N_testc
            IF (c_test(i,j)>-90) THEN
                k=levelc(j)
                m=repc(i,j)
                artc(i,k,m)=c_test(i,j)
                inter(i,k,m,1:3)=x_testc(i,j,1:3)
            END IF
        END DO
    END DO
    
    !!!! passing rate at each level!!!!

    DO j=N_testc+1,N_testc+N_levelc
       m=0
       n=0 
       DO i=1,N_ind
           DO k=1,11
               IF (artc(i,j-N_testc,k)>-0.5) THEN
                   m=m+1
                   IF (artc(i,j-N_testc,k)==1) n=n+1
               END IF
           END DO 
       END DO
       IF (m>0) THEN
           momin(j)=DBLE(n)/DBLE(m)
           con(j)=m
       ELSE
           momin(j)=-99
           con(j)=-99
       END IF
    END DO
    
    !!!! correlation across levels !!!!
    
    mmm=N_testc+N_levelc
    
    l=0
    DO j=1,N_levelc-2
        IF (j<=2 .or. (j>4 .and. j<=8)) THEN
            tt=5
        ELSE IF (j>2 .and. j<5) THEN
            tt=2
        ELSE IF (j==9) THEN
            tt=2
        ELSE IF (j==10) THEN
            tt=4
        ELSE IF (j==11) THEN
            tt=5
        END IF
        
        IF (j<2 .or. (j>3 .and. j<8)) THEN
            kk=5
        ELSE IF (j>1 .and. j<4) THEN
            kk=2
        ELSE IF (j==8) THEN
            kk=2
        ELSE IF (j==9) THEN
            kk=4
        ELSE IF (j==10) THEN
            kk=5
        ELSE IF (j==11) THEN
            kk=3
        END IF
        
         DO t=1,tt
           DO k=1,kk
             m=0
             n=0 
             l=l+1
             DO i=1,N_ind 
                IF (artc(i,j,t)==1 .and. artc(i,j+1,k)>-0.5) THEN    ! the probability of passing the kth task at level j+1 conditional on passing the tth task at level j
                    m=m+1
                    IF (artc(i,j,t)==1 .and. artc(i,j+1,k)==1) n=n+1
                END IF
             END DO
             
             IF (m>0) THEN
                momin(mmm+L)=DBLE(n)/DBLE(m)
                con(mmm+L)=m
             ELSE
                momin(mmm+L)=-99
                con(mmm+L)=-99
             END IF
           END DO
         END DO
    END DO
    
    mmm=N_testc+N_levelc+177
    
    l=0
    DO j=1,N_levelc-1
        IF (j<=2 .or. (j>4 .and. j<=8)) THEN
            tt=4
            kk=5
        ELSE IF (j>2 .and. j<5) THEN
            tt=1
            kk=2
        ELSE IF (j==9) THEN
            tt=1
            kk=2
        ELSE IF (j==10) THEN
            tt=3
            kk=4
        ELSE IF (j==11) THEN
            tt=4
            kk=5
        ELSE IF (j==12) THEN
            tt=2
            kk=3
        END IF
        
         DO t=1,tt
           DO k=t+1,kk
             m=0
             n=0 
             l=l+1
             DO i=1,N_ind 
                IF (artc(i,j,t)==1 .and. artc(i,j,k)>-0.5) THEN    ! the probability of passing the kth task at level j+1 conditional on passing the tth task at level j
                    m=m+1
                    IF (artc(i,j,t)==1 .and. artc(i,j,k)==1) n=n+1
                END IF
             END DO
             
             IF (m>0) THEN
                momin(mmm+L)=DBLE(n)/DBLE(m)
                con(mmm+L)=m
             ELSE
                momin(mmm+L)=-99
                con(mmm+L)=-99
             END IF
           END DO
         END DO
    END DO
    
     mmm=N_testc+N_levelc+177+82
    
    l=0
    DO j=1,N_levelc-3
        IF (j==1) THEN
            tt=5
            kk=2
        ELSE IF (j==2) THEN
            tt=5
            kk=2
        ELSE IF (j==3) THEN
            tt=2
            kk=5
        ELSE IF (j==4) THEN
            tt=2
            kk=5
        ELSE IF (j==5) THEN
            tt=5
            kk=5
        ELSE IF (j==6) THEN
            tt=5
            kk=5
        ELSE IF (j==7) THEN
            tt=5
            kk=2
        ELSE IF (j==8) THEN
            tt=5
            kk=4
        ELSE IF (j==9) THEN
            tt=2
            kk=5
        ELSE IF (j==10) THEN
            tt=4
            kk=3
        END IF
        
        
      DO t=1,tt
        DO k=1,kk
          m=0
          n=0 
          l=l+1
          DO i=1,N_ind 
             IF (artc(i,j,t)==1 .and. artc(i,j+2,k)>-0.5) THEN    ! the probability of passing the kth task at level j+1 conditional on passing the tth task at level j
                 m=m+1
                 IF (artc(i,j,t)==1 .and. artc(i,j+2,k)==1) n=n+1
             END IF
          END DO
          
          IF (m>0) THEN
             momin(mmm+l)=DBLE(n)/DBLE(m)
             con(mmm+l)=m
          ELSE
             momin(mmm+l)=-99
             con(mmm+L)=-99
          END IF
        END DO
      END DO
    END DO  
    
     mmm=N_testc+N_levelc+177+82+142
    
    
    indexc=0
    DO i=1,N_ind
      DO j=1,N_testc
          a(i,j)=firstc(i,2)-monthc(j)-DBLE(timec(j))/4.0d0
         IF (c_test(i,j)>-90 .and. a(i,j)>-1.25d0) THEN
             indexc(j,1)=indexc(j,1)+1
             IF (c_test(i,j)>0.5) indexc(j,2)=indexc(j,2)+1
         END IF
      END DO
    END DO
    
    DO i=1,N_testc
        IF (indexc(i,1)>0.5) THEN
            momin(mmm+i)=DBLE(indexc(i,2))/DBLE(indexc(i,1)) ! PASSING RATE FOR EACH LANGUAGE TASK
            con(mmm+i)=indexc(i,1)
        ELSE 
            momin(mmm+i)=-99
            con(mmm+i)=-99
        END IF
    END DO
    
    mmm=2*N_testc+N_levelc+177+82+142
    
    indexc=0
    DO i=1,N_ind
      DO j=1,N_testc
          a(i,j)=DBLE(firstc(i,2)-monthc(j)-DBLE(timec(j))/4.0d0)

         IF (c_test(i,j)>-90 .and. a(i,j)<-1.25d0) THEN
             indexc(j,1)=indexc(j,1)+1
             IF (c_test(i,j)>0.5) indexc(j,2)=indexc(j,2)+1
         END IF
         
      END DO
    END DO

    
    
    DO i=1,N_testc
        IF (indexc(i,1)>0.5) THEN
            momin(mmm+i)=DBLE(indexc(i,2))/DBLE(indexc(i,1)) ! PASSING RATE FOR EACH LANGUAGE TASK
            con(mmm+i)=indexc(i,1)
        ELSE 
            momin(mmm+i)=-99
            con(mmm+i)=-99
        END IF
    END DO
    
    mmm=3*N_testc+N_levelc+177+82+142
    
    l=0
    DO j=1,N_levelc-1
      DO t=1,5
          m=0
          n=0
          l=l+1
          DO i=1,N_ind 
             IF (artc(i,j,t)>-0.5) THEN   
                 m=m+1
                 IF (artc(i,j,t)==1) n=n+1
             END IF
          END DO
          
          IF (m>0) THEN
             momin(mmm+l)=DBLE(n)/DBLE(m)
             con(mmm+L)=m
          ELSE
             momin(mmm+l)=-99
             con(mmm+L)=-99
          END IF
      END DO
    END DO
    mmm=3*N_testc+N_levelc+177+82+142+5*(N_levelc-1)  
    
    DUC=-99
    ind=-99
    DO i=1,N_ind
        DO k=1,N_levelc
            DO j=1,11
                IF (artc(i,k,j)==1 .and. j==1) THEN
                    duc(i,k)=1
                    ind(i,k)=1
                ELSE IF (artc(i,k,j)==0 .and. j==1) THEN
                    duc(i,k)=j
                    ind(i,k)=0
                ELSE IF (j>1 ) THEN
                    IF (artc(i,k,j-1)==0 .and. artc(i,k,j)==0 .and. ind(i,k)==0) THEN
                       duc(i,k)=j
                       ind(i,k)=0
                       IF (j<11 ) THEN
                           IF (artc(i,k,j+1)==-1) THEN
                             duc(i,k)=j+1
                             ind(i,k)=1
                           END IF
                       END IF                      
                    ELSE IF (artc(i,k,j-1)==0 .and. artc(i,k,j)==0 .and. ind(i,k)==1) THEN
                        duc(i,k)=duc(i,k)
                        ind(i,k)=1
                    ELSE IF (artc(i,k,j-1)==0 .and. artc(i,k,j)==1 .and. ind(i,k)==0) THEN
                        duc(i,k)=j
                        ind(i,k)=1
                    ELSE IF (artc(i,k,j-1)==0 .and. artc(i,k,j)==1 .and. ind(i,k)==1) THEN
                        duc(i,k)=duc(i,k)
                        ind(i,k)=1
                    END IF
                END IF
            END DO           
        END DO
    END DO
    
    DO k=1,n_levelc
        m=0
        n=0
        DO i=1,n_ind
            IF (duc(i,k)>-90) THEN
               m=m+1
               n=n+duc(i,k)
            END IF
        END DO
        IF (m>0) THEN
          momin(mmm+k)=DBLE(n)/DBLE(m)
          con(mmm+k)=1 !m
        ELSE 
           momin(mmm+k)=-99
           con(mmm+k)=-99
        END IF
    END DO
    
    mmm=3*N_testc+N_levelc+177+82+142+5*(N_levelc-1)+n_levelc
    
    du=0
    DO k=1,n_levelc
        DO i=1,N_ind
            IF (duc(i,k)>-90) THEN
                du(k)=du(k)+1
            END IF
        END DO
    END DO
    DO k=1,n_levelc
        allocate(avse(du(k)))
        m=0
        DO i=1,n_ind
            IF (duc(i,k)>-90) THEN
                m=m+1
                avse(m)=duc(i,k)
            END IF
        END DO
        momin(mmm+k)=STDEV_V(AVSE)
        CON(MMM+K)=1 !du(k)
        DEALLOCATE(avse)
    END DO
    mmm=3*N_testc+N_levelc+177+82+142+5*(N_levelc-1)+2*n_levelc
    

    IND=0
    interc=0.0d0
    DO k=1,N_levelc
        DO i=1,N_ind
          DO j=1,11
              IF (inter(i,k,j,1)>-90) THEN
                  ind(i,k)=ind(i,k)+1
                  interc(i,k,1)=interc(i,k,1)+inter(i,k,j,1)
                  interc(i,k,2)=interc(i,k,2)+inter(i,k,j,2)
                  interc(i,k,3)=interc(i,k,3)+inter(i,k,j,3)
              END IF
          END DO
          IF (ind(i,k)>0) THEN
               interc(i,k,1)=DBLE(interc(i,k,1))/DBLE(ind(i,k))
               interc(i,k,2)=DBLE(interc(i,k,2))/DBLE(ind(i,k))
               interc(i,k,3)=DBLE(interc(i,k,3))/DBLE(ind(i,k))
          END IF
        END DO
    END DO
    
    
    du=0
    DO k=1,n_levelc
        DO i=1,N_ind
            IF (ind(i,k)>0 .AND. duc(i,k)>-90) THEN
            du(k)=du(k)+1          
            END IF
        END DO
    END DO
    
    DO k=1,n_levelc
        allocate(cor(du(k),4))
        m=0
        DO i=1,n_ind
             IF (ind(i,k)>0 .AND. duc(i,k)>-90) THEN
                m=m+1
                cor(m,1)=interc(i,k,1)
                cor(m,2)=interc(i,k,2)
                cor(m,3)=interc(i,k,3)
                cor(m,4)=duc(i,k)
             END IF
        END DO
        IF (k<n_levelc) THEN
        momin(mmm+3*(k-1)+1)=Correlation(cor(:,1),cor(:,4))
        momin(mmm+3*(k-1)+2)=Correlation(cor(:,2),cor(:,4))
        momin(mmm+3*(k-1)+3)=Correlation(cor(:,3),cor(:,4))
        CON(MMM+3*(k-1)+1)=1
        CON(MMM+3*(k-1)+2)=1
        CON(MMM+3*(k-1)+3)=1
        ELSE 
            momin(mmm+3*(k-1)+1)=-99
            momin(mmm+3*(k-1)+2)=-99
            momin(mmm+3*(k-1)+3)=-99
            CON(MMM+3*(k-1)+1)=-99
            CON(MMM+3*(k-1)+2)=-99
            CON(MMM+3*(k-1)+3)=-99
        END IF
        DEALLOCATE(cor)
    END DO
    mmm=3*N_testc+N_levelc+177+82+142+5*(N_levelc-1)+5*n_levelc
    
    countnum=con
      
        
    
    
    
    
  END SUBROUTINE datam
  
END MODULE datamm